REFLEX: Self-Refining Explainable Fact-Checking via Verdict-Anchored Style Control 事件

REFLEX: Self-Refining Explainable Fact-Checking via Verdict-Anchored Style Control arXiv:2511.20233v4 Announce Type: replace Abstract: The prevalence of fake news on social media demands automated fact-checking systems to provide accurate verdicts with faithful explanations. However, existing large language model (LLM)-based approaches ignore deceptive misinformation styles in LLM-generated explanations, resulting in unfaithful rationales that can mislead human judgments. They rely heavily on e